Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 1311 |
| Missing cells | 1065 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 225.5 KiB |
| Average record size in memory | 176.1 B |
Variable types
| Categorical | 3 |
|---|---|
| Numeric | 19 |
Producer has a high cardinality: 675 distinct values | High cardinality |
altitude_low_meters is highly correlated with altitude_high_meters and 1 other fields | High correlation |
altitude_high_meters is highly correlated with altitude_low_meters and 1 other fields | High correlation |
altitude_mean_meters is highly correlated with altitude_low_meters and 1 other fields | High correlation |
Producer has 230 (17.5%) missing values | Missing |
Processing Method has 152 (11.6%) missing values | Missing |
altitude_low_meters has 227 (17.3%) missing values | Missing |
altitude_high_meters has 227 (17.3%) missing values | Missing |
altitude_mean_meters has 227 (17.3%) missing values | Missing |
altitude_low_meters is highly skewed (γ1 = 20.0978744) | Skewed |
altitude_high_meters is highly skewed (γ1 = 20.08565748) | Skewed |
altitude_mean_meters is highly skewed (γ1 = 20.09518078) | Skewed |
Moisture has 252 (19.2%) zeros | Zeros |
Category.One.Defects has 1111 (84.7%) zeros | Zeros |
Quakers has 1216 (92.8%) zeros | Zeros |
Category.Two.Defects has 362 (27.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-02-14 13:11:01.139960 |
|---|---|
| Analysis finished | 2021-02-14 13:11:42.398674 |
| Duration | 41.26 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
Country of Origin
Categorical
| Distinct | 36 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 10.4 KiB |
| Mexico | |
|---|---|
| Colombia | |
| Guatemala | |
| Brazil | |
| Taiwan | |
| Other values (31) |
Length
| Max length | 28 |
|---|---|
| Median length | 8 |
| Mean length | 8.893129771 |
| Min length | 4 |
Characters and Unicode
| Total characters | 11650 |
|---|---|
| Distinct characters | 47 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | Ethiopia |
|---|---|
| 2nd row | Ethiopia |
| 3rd row | Guatemala |
| 4th row | Ethiopia |
| 5th row | Ethiopia |
| Value | Count | Frequency (%) |
| Mexico | 236 | |
| Colombia | 183 | |
| Guatemala | 181 | |
| Brazil | 132 | |
| Taiwan | 75 | 5.7% |
| United States (Hawaii) | 73 | 5.6% |
| Honduras | 53 | 4.0% |
| Costa Rica | 51 | 3.9% |
| Ethiopia | 44 | 3.4% |
| Tanzania, United Republic Of | 40 | 3.1% |
| Other values (26) | 242 |
| Value | Count | Frequency (%) |
| mexico | 236 | |
| colombia | 183 | 11.0% |
| guatemala | 181 | 10.8% |
| brazil | 132 | 7.9% |
| united | 125 | 7.5% |
| states | 85 | 5.1% |
| taiwan | 75 | 4.5% |
| hawaii | 73 | 4.4% |
| honduras | 53 | 3.2% |
| rica | 51 | 3.1% |
| Other values (35) | 477 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 10.9% |
| o | 805 | 6.9% |
| e | 742 | 6.4% |
| l | 626 | 5.4% |
| t | 590 | 5.1% |
| n | 502 | 4.3% |
| m | 384 | 3.3% |
| 361 | 3.1% | |
| c | 358 | 3.1% |
| Other values (37) | 4082 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9423 | |
| Uppercase Letter | 1671 | 14.3% |
| Space Separator | 361 | 3.1% |
| Open Punctuation | 77 | 0.7% |
| Close Punctuation | 77 | 0.7% |
| Other Punctuation | 41 | 0.4% |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | |
| o | 805 | |
| e | 742 | 7.9% |
| l | 626 | 6.6% |
| t | 590 | 6.3% |
| n | 502 | 5.3% |
| m | 384 | 4.1% |
| c | 358 | 3.8% |
| u | 323 | 3.4% |
| Other values (13) | 1893 |
| Value | Count | Frequency (%) |
| M | 256 | |
| C | 251 | |
| G | 182 | |
| U | 151 | |
| T | 147 | |
| B | 134 | |
| H | 132 | |
| S | 106 | |
| R | 96 | 5.7% |
| E | 66 | 3.9% |
| Other values (9) | 150 |
| Value | Count | Frequency (%) |
| , | 40 | |
| ? | 1 | 2.4% |
| Value | Count | Frequency (%) |
| 361 |
| Value | Count | Frequency (%) |
| ( | 77 |
| Value | Count | Frequency (%) |
| ) | 77 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11094 | |
| Common | 556 | 4.8% |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 11.4% |
| o | 805 | 7.3% |
| e | 742 | 6.7% |
| l | 626 | 5.6% |
| t | 590 | 5.3% |
| n | 502 | 4.5% |
| m | 384 | 3.5% |
| c | 358 | 3.2% |
| u | 323 | 2.9% |
| Other values (32) | 3564 |
| Value | Count | Frequency (%) |
| 361 | ||
| ( | 77 | 13.8% |
| ) | 77 | 13.8% |
| , | 40 | 7.2% |
| ? | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11650 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 1933 | |
| i | 1267 | 10.9% |
| o | 805 | 6.9% |
| e | 742 | 6.4% |
| l | 626 | 5.4% |
| t | 590 | 5.1% |
| n | 502 | 4.3% |
| m | 384 | 3.3% |
| 361 | 3.1% | |
| c | 358 | 3.1% |
| Other values (37) | 4082 |
| Distinct | 675 |
|---|---|
| Distinct (%) | 62.4% |
| Missing | 230 |
| Missing (%) | 17.5% |
| Memory size | 10.4 KiB |
| La Plata | 30 |
|---|---|
| Ipanema Agrícola SA | 22 |
| Doi Tung Development Project | 17 |
| Ipanema Agricola | 12 |
| VARIOS | 12 |
| Other values (670) |
Length
| Max length | 100 |
|---|---|
| Median length | 19 |
| Mean length | 20.54024052 |
| Min length | 1 |
Characters and Unicode
| Total characters | 22204 |
|---|---|
| Distinct characters | 222 |
| Distinct categories | 12 ? |
| Distinct scripts | 3 ? |
| Distinct blocks | 4 ? |
Unique
| Unique | 526 ? |
|---|---|
| Unique (%) | 48.7% |
Sample
| 1st row | METAD PLC |
|---|---|
| 2nd row | METAD PLC |
| 3rd row | Yidnekachew Dabessa Coffee Plantation |
| 4th row | METAD PLC |
| 5th row | HVC |
| Value | Count | Frequency (%) |
| La Plata | 30 | 2.3% |
| Ipanema Agrícola SA | 22 | 1.7% |
| Doi Tung Development Project | 17 | 1.3% |
| Ipanema Agricola | 12 | 0.9% |
| VARIOS | 12 | 0.9% |
| Ipanema Agricola S.A | 11 | 0.8% |
| ROBERTO MONTERROSO | 10 | 0.8% |
| LA PLATA | 9 | 0.7% |
| AMILCAR LAPOLA | 9 | 0.7% |
| Reinerio Zepeda | 9 | 0.7% |
| Other values (665) | 940 | |
| (Missing) | 230 | 17.5% |
| Value | Count | Frequency (%) |
| de | 86 | 2.5% |
| 65 | 1.9% | |
| coffee | 64 | 1.9% |
| la | 60 | 1.8% |
| s.a | 50 | 1.5% |
| ipanema | 50 | 1.5% |
| plata | 41 | 1.2% |
| agricola | 37 | 1.1% |
| ltd | 33 | 1.0% |
| sa | 30 | 0.9% |
| Other values (1241) | 2902 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2392 | 10.8% | |
| A | 1473 | 6.6% |
| a | 1174 | 5.3% |
| R | 962 | 4.3% |
| E | 961 | 4.3% |
| e | 902 | 4.1% |
| O | 886 | 4.0% |
| o | 824 | 3.7% |
| I | 758 | 3.4% |
| L | 674 | 3.0% |
| Other values (212) | 11198 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10990 | |
| Lowercase Letter | 8057 | |
| Space Separator | 2392 | 10.8% |
| Other Punctuation | 373 | 1.7% |
| Other Letter | 233 | 1.0% |
| Decimal Number | 99 | 0.4% |
| Dash Punctuation | 17 | 0.1% |
| Open Punctuation | 14 | 0.1% |
| Close Punctuation | 14 | 0.1% |
| Math Symbol | 12 | 0.1% |
| Other values (2) | 3 | < 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| a | 1174 | |
| e | 902 | |
| o | 824 | |
| n | 608 | 7.5% |
| r | 607 | 7.5% |
| i | 554 | 6.9% |
| l | 392 | 4.9% |
| t | 392 | 4.9% |
| s | 328 | 4.1% |
| u | 322 | 4.0% |
| Other values (24) | 1954 |
| Value | Count | Frequency (%) |
| A | 1473 | |
| R | 962 | 8.8% |
| E | 961 | 8.7% |
| O | 886 | 8.1% |
| I | 758 | 6.9% |
| L | 674 | 6.1% |
| N | 620 | 5.6% |
| S | 610 | 5.6% |
| C | 601 | 5.5% |
| M | 430 | 3.9% |
| Other values (22) | 3015 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 2 | 20 | |
| 1 | 16 | |
| 3 | 12 | |
| 9 | 11 | |
| 4 | 8 | 8.1% |
| 6 | 5 | 5.1% |
| 7 | 3 | 3.0% |
| 5 | 2 | 2.0% |
| 8 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| . | 195 | |
| , | 95 | |
| / | 53 | 14.2% |
| & | 13 | 3.5% |
| ' | 6 | 1.6% |
| : | 6 | 1.6% |
| ; | 5 | 1.3% |
| Value | Count | Frequency (%) |
| 2392 |
| Value | Count | Frequency (%) |
| | | 12 |
| Value | Count | Frequency (%) |
| - | 17 |
| Value | Count | Frequency (%) |
| ( | 14 |
| Value | Count | Frequency (%) |
| ) | 14 |
| Value | Count | Frequency (%) |
| ’ | 2 |
| Value | Count | Frequency (%) |
| _ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19047 | |
| Common | 2924 | 13.2% |
| Han | 233 | 1.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| A | 1473 | 7.7% |
| a | 1174 | 6.2% |
| R | 962 | 5.1% |
| E | 961 | 5.0% |
| e | 902 | 4.7% |
| O | 886 | 4.7% |
| o | 824 | 4.3% |
| I | 758 | 4.0% |
| L | 674 | 3.5% |
| N | 620 | 3.3% |
| Other values (56) | 9813 |
| Value | Count | Frequency (%) |
| 2392 | ||
| . | 195 | 6.7% |
| , | 95 | 3.2% |
| / | 53 | 1.8% |
| 0 | 20 | 0.7% |
| 2 | 20 | 0.7% |
| - | 17 | 0.6% |
| 1 | 16 | 0.5% |
| ( | 14 | 0.5% |
| ) | 14 | 0.5% |
| Other values (14) | 88 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21867 | |
| CJK | 233 | 1.0% |
| None | 102 | 0.5% |
| Punctuation | 2 | < 0.1% |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2392 | 10.9% | |
| A | 1473 | 6.7% |
| a | 1174 | 5.4% |
| R | 962 | 4.4% |
| E | 961 | 4.4% |
| e | 902 | 4.1% |
| O | 886 | 4.1% |
| o | 824 | 3.8% |
| I | 758 | 3.5% |
| L | 674 | 3.1% |
| Other values (65) | 10861 |
| Value | Count | Frequency (%) |
| í | 25 | |
| é | 13 | |
| ó | 12 | |
| Ñ | 10 | 9.8% |
| Í | 9 | 8.8% |
| ú | 7 | 6.9% |
| á | 6 | 5.9% |
| Ó | 4 | 3.9% |
| É | 4 | 3.9% |
| è | 4 | 3.9% |
| Other values (4) | 8 | 7.8% |
| Value | Count | Frequency (%) |
| 林 | 12 | 5.2% |
| 張 | 7 | 3.0% |
| 曾 | 6 | 2.6% |
| 政 | 5 | 2.1% |
| 倫 | 5 | 2.1% |
| 黃 | 5 | 2.1% |
| 俊 | 5 | 2.1% |
| 方 | 4 | 1.7% |
| 王 | 4 | 1.7% |
| 宏 | 4 | 1.7% |
| Other values (122) | 176 |
| Value | Count | Frequency (%) |
| ’ | 2 |
Number.of.Bags
Real number (ℝ≥0)
| Distinct | 130 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153.8878719 |
|---|---|
| Minimum | 0 |
| Maximum | 1062 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 14.5 |
| median | 175 |
| Q3 | 275 |
| 95-th percentile | 320 |
| Maximum | 1062 |
| Range | 1062 |
| Interquartile range (IQR) | 260.5 |
Descriptive statistics
| Standard deviation | 129.7337335 |
|---|---|
| Coefficient of variation (CV) | 0.8430406631 |
| Kurtosis | 0.2831356219 |
| Mean | 153.8878719 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | 0.3235951091 |
| Sum | 201747 |
| Variance | 16830.84162 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 250 | 241 | |
| 275 | 176 | |
| 10 | 108 | 8.2% |
| 1 | 87 | 6.6% |
| 300 | 71 | 5.4% |
| 320 | 70 | 5.3% |
| 50 | 42 | 3.2% |
| 100 | 37 | 2.8% |
| 20 | 35 | 2.7% |
| 2 | 29 | 2.2% |
| Other values (120) | 415 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1 | 87 | |
| 2 | 29 | 2.2% |
| 3 | 18 | 1.4% |
| 4 | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 1062 | 1 | |
| 600 | 1 | |
| 550 | 2 | |
| 500 | 2 | |
| 450 | 2 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 152 |
| Missing (%) | 11.6% |
| Memory size | 10.4 KiB |
| Washed / Wet | |
|---|---|
| Natural / Dry | |
| Semi-washed / Semi-pulped | 56 |
| Other | 26 |
| Pulped natural / honey | 14 |
Length
| Max length | 25 |
|---|---|
| Median length | 12 |
| Mean length | 12.80845557 |
| Min length | 5 |
Characters and Unicode
| Total characters | 14845 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Washed / Wet |
|---|---|
| 2nd row | Washed / Wet |
| 3rd row | Natural / Dry |
| 4th row | Washed / Wet |
| 5th row | Natural / Dry |
| Value | Count | Frequency (%) |
| Washed / Wet | 812 | |
| Natural / Dry | 251 | 19.1% |
| Semi-washed / Semi-pulped | 56 | 4.3% |
| Other | 26 | 2.0% |
| Pulped natural / honey | 14 | 1.1% |
| (Missing) | 152 | 11.6% |
| Value | Count | Frequency (%) |
| 1133 | ||
| washed | 812 | |
| wet | 812 | |
| natural | 265 | 7.7% |
| dry | 251 | 7.3% |
| semi-pulped | 56 | 1.6% |
| semi-washed | 56 | 1.6% |
| other | 26 | 0.8% |
| honey | 14 | 0.4% |
| pulped | 14 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2280 | ||
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| / | 1133 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | 6.1% |
| s | 868 | 5.8% |
| r | 542 | 3.7% |
| Other values (15) | 2149 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 9042 | |
| Space Separator | 2280 | 15.4% |
| Uppercase Letter | 2278 | 15.3% |
| Other Punctuation | 1133 | 7.6% |
| Dash Punctuation | 112 | 0.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 1902 | |
| a | 1398 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | |
| s | 868 | |
| r | 542 | 6.0% |
| u | 335 | 3.7% |
| l | 335 | 3.7% |
| y | 265 | 2.9% |
| Other values (6) | 448 | 5.0% |
| Value | Count | Frequency (%) |
| W | 1624 | |
| N | 251 | 11.0% |
| D | 251 | 11.0% |
| S | 112 | 4.9% |
| O | 26 | 1.1% |
| P | 14 | 0.6% |
| Value | Count | Frequency (%) |
| 2280 |
| Value | Count | Frequency (%) |
| / | 1133 |
| Value | Count | Frequency (%) |
| - | 112 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 11320 | |
| Common | 3525 | 23.7% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | |
| s | 868 | |
| r | 542 | 4.8% |
| u | 335 | 3.0% |
| l | 335 | 3.0% |
| Other values (12) | 1367 |
| Value | Count | Frequency (%) |
| 2280 | ||
| / | 1133 | |
| - | 112 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14845 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2280 | ||
| e | 1902 | |
| W | 1624 | |
| a | 1398 | |
| / | 1133 | |
| t | 1103 | |
| d | 938 | |
| h | 908 | 6.1% |
| s | 868 | 5.8% |
| r | 542 | 3.7% |
| Other values (15) | 2149 |
Aroma
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.563806255 |
|---|---|
| Minimum | 0 |
| Maximum | 8.75 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.08 |
| Q1 | 7.42 |
| median | 7.58 |
| Q3 | 7.75 |
| 95-th percentile | 8.08 |
| Maximum | 8.75 |
| Range | 8.75 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.3786663084 |
|---|---|
| Coefficient of variation (CV) | 0.05006293071 |
| Kurtosis | 122.3780996 |
| Mean | 7.563806255 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -6.306325975 |
| Sum | 9916.15 |
| Variance | 0.1433881731 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.67 | 173 | |
| 7.5 | 163 | |
| 7.58 | 149 | |
| 7.75 | 122 | |
| 7.42 | 121 | |
| 7.83 | 101 | |
| 7.33 | 96 | |
| 7.25 | 78 | 5.9% |
| 7.92 | 57 | 4.3% |
| 7.17 | 45 | 3.4% |
| Other values (23) | 206 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.08 | 1 | |
| 6.17 | 1 | |
| 6.33 | 1 | |
| 6.42 | 1 |
| Value | Count | Frequency (%) |
| 8.75 | 1 | 0.1% |
| 8.67 | 2 | 0.2% |
| 8.58 | 1 | 0.1% |
| 8.5 | 3 | 0.2% |
| 8.42 | 9 |
Flavor
Real number (ℝ≥0)
| Distinct | 35 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.518070175 |
|---|---|
| Minimum | 0 |
| Maximum | 8.83 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.92 |
| Q1 | 7.33 |
| median | 7.58 |
| Q3 | 7.75 |
| 95-th percentile | 8 |
| Maximum | 8.83 |
| Range | 8.83 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.3999792147 |
|---|---|
| Coefficient of variation (CV) | 0.05320237845 |
| Kurtosis | 95.17293404 |
| Mean | 7.518070175 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -5.223511929 |
| Sum | 9856.19 |
| Variance | 0.1599833722 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 164 | |
| 7.58 | 162 | |
| 7.67 | 145 | |
| 7.75 | 120 | |
| 7.42 | 114 | |
| 7.33 | 110 | |
| 7.83 | 85 | 6.5% |
| 7.25 | 64 | 4.9% |
| 7.17 | 56 | 4.3% |
| 7.92 | 42 | 3.2% |
| Other values (25) | 249 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 6.08 | 1 | 0.1% |
| 6.17 | 2 | |
| 6.33 | 3 | |
| 6.42 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8.83 | 1 | 0.1% |
| 8.67 | 4 | |
| 8.58 | 2 | 0.2% |
| 8.5 | 5 | |
| 8.42 | 5 |
Aftertaste
Real number (ℝ≥0)
| Distinct | 35 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.397696415 |
|---|---|
| Minimum | 0 |
| Maximum | 8.67 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.83 |
| Q1 | 7.25 |
| median | 7.42 |
| Q3 | 7.58 |
| 95-th percentile | 7.92 |
| Maximum | 8.67 |
| Range | 8.67 |
| Interquartile range (IQR) | 0.33 |
Descriptive statistics
| Standard deviation | 0.4051186267 |
|---|---|
| Coefficient of variation (CV) | 0.05476280776 |
| Kurtosis | 84.64494842 |
| Mean | 7.397696415 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -4.845055274 |
| Sum | 9698.38 |
| Variance | 0.1641211017 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 162 | |
| 7.33 | 150 | |
| 7.42 | 127 | |
| 7.58 | 125 | |
| 7.25 | 103 | |
| 7.67 | 99 | 7.6% |
| 7.17 | 90 | 6.9% |
| 7.75 | 81 | 6.2% |
| 7 | 62 | 4.7% |
| 7.83 | 61 | 4.7% |
| Other values (25) | 251 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 6.17 | 8 | |
| 6.25 | 1 | 0.1% |
| 6.33 | 6 | |
| 6.42 | 4 |
| Value | Count | Frequency (%) |
| 8.67 | 1 | 0.1% |
| 8.58 | 2 | |
| 8.5 | 4 | |
| 8.42 | 3 | |
| 8.33 | 2 |
Acidity
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.533112128 |
|---|---|
| Minimum | 0 |
| Maximum | 8.75 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8.08 |
| Maximum | 8.75 |
| Range | 8.75 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.3815987887 |
|---|---|
| Coefficient of variation (CV) | 0.0506561939 |
| Kurtosis | 116.272077 |
| Mean | 7.533112128 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -5.967873549 |
| Sum | 9875.91 |
| Variance | 0.1456176355 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 160 | |
| 7.58 | 150 | |
| 7.67 | 143 | |
| 7.42 | 127 | |
| 7.75 | 122 | |
| 7.33 | 110 | |
| 7.25 | 86 | 6.6% |
| 7.17 | 73 | 5.6% |
| 7.83 | 72 | 5.5% |
| 8 | 47 | 3.6% |
| Other values (21) | 221 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.25 | 1 | |
| 6.08 | 1 | |
| 6.25 | 1 | |
| 6.5 | 1 |
| Value | Count | Frequency (%) |
| 8.75 | 1 | 0.1% |
| 8.58 | 1 | 0.1% |
| 8.5 | 7 | |
| 8.42 | 6 | |
| 8.33 | 9 |
Body
Real number (ℝ≥0)
| Distinct | 31 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.517726926 |
|---|---|
| Minimum | 0 |
| Maximum | 8.58 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.08 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.67 |
| 95-th percentile | 8 |
| Maximum | 8.58 |
| Range | 8.58 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.3592129078 |
|---|---|
| Coefficient of variation (CV) | 0.04778211704 |
| Kurtosis | 146.9094945 |
| Mean | 7.517726926 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -7.15543723 |
| Sum | 9855.74 |
| Variance | 0.1290339132 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 198 | |
| 7.67 | 149 | |
| 7.58 | 136 | |
| 7.33 | 131 | |
| 7.42 | 125 | |
| 7.75 | 108 | |
| 7.25 | 86 | |
| 7.83 | 82 | |
| 7.17 | 68 | 5.2% |
| 7.92 | 48 | 3.7% |
| Other values (21) | 180 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.25 | 1 | |
| 6.33 | 2 | |
| 6.42 | 1 | |
| 6.5 | 1 |
| Value | Count | Frequency (%) |
| 8.58 | 1 | 0.1% |
| 8.5 | 3 | |
| 8.42 | 3 | |
| 8.33 | 6 | |
| 8.25 | 5 |
Balance
Real number (ℝ≥0)
| Distinct | 32 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.517505721 |
|---|---|
| Minimum | 0 |
| Maximum | 8.75 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.92 |
| Q1 | 7.33 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8.08 |
| Maximum | 8.75 |
| Range | 8.75 |
| Interquartile range (IQR) | 0.42 |
Descriptive statistics
| Standard deviation | 0.4063159224 |
|---|---|
| Coefficient of variation (CV) | 0.05404930006 |
| Kurtosis | 89.1182623 |
| Mean | 7.517505721 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -4.844280103 |
| Sum | 9855.45 |
| Variance | 0.1650926288 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 172 | |
| 7.67 | 145 | |
| 7.58 | 127 | |
| 7.42 | 120 | |
| 7.75 | 103 | 7.9% |
| 7.33 | 99 | 7.6% |
| 7.83 | 98 | 7.5% |
| 7.17 | 71 | 5.4% |
| 7.25 | 64 | 4.9% |
| 7 | 46 | 3.5% |
| Other values (22) | 266 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 6.08 | 1 | 0.1% |
| 6.17 | 3 | |
| 6.33 | 1 | 0.1% |
| 6.42 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8.75 | 2 | 0.2% |
| 8.58 | 7 | |
| 8.5 | 7 | |
| 8.42 | 7 | |
| 8.33 | 7 |
Uniformity
Real number (ℝ≥0)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.833394355 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.67 |
| Q1 | 10 |
| median | 10 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5593431229 |
|---|---|
| Coefficient of variation (CV) | 0.05688199849 |
| Kurtosis | 84.1523048 |
| Mean | 9.833394355 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -6.926117322 |
| Sum | 12891.58 |
| Variance | 0.3128647291 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 1128 | |
| 9.33 | 112 | 8.5% |
| 8.67 | 31 | 2.4% |
| 8 | 25 | 1.9% |
| 6.67 | 7 | 0.5% |
| 6 | 3 | 0.2% |
| 7.33 | 2 | 0.2% |
| 0 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 9.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 6 | 3 | 0.2% |
| 6.67 | 7 | 0.5% |
| 7.33 | 2 | 0.2% |
| 8 | 25 |
| Value | Count | Frequency (%) |
| 10 | 1128 | |
| 9.5 | 1 | 0.1% |
| 9.33 | 112 | 8.5% |
| 9 | 1 | 0.1% |
| 8.67 | 31 | 2.4% |
Clean.Cup
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.833119756 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.33 |
| Q1 | 10 |
| median | 10 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7713497341 |
|---|---|
| Coefficient of variation (CV) | 0.07844404963 |
| Kurtosis | 69.17317576 |
| Mean | 9.833119756 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -7.377824205 |
| Sum | 12891.22 |
| Variance | 0.5949804124 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 1194 | |
| 9.33 | 58 | 4.4% |
| 8.67 | 16 | 1.2% |
| 8 | 13 | 1.0% |
| 6.67 | 13 | 1.0% |
| 6 | 6 | 0.5% |
| 5.33 | 3 | 0.2% |
| 7.33 | 3 | 0.2% |
| 0 | 2 | 0.2% |
| 2.67 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.2% |
| 1.33 | 1 | 0.1% |
| 2.67 | 2 | 0.2% |
| 5.33 | 3 | |
| 6 | 6 |
| Value | Count | Frequency (%) |
| 10 | 1194 | |
| 9.33 | 58 | 4.4% |
| 8.67 | 16 | 1.2% |
| 8 | 13 | 1.0% |
| 7.33 | 3 | 0.2% |
Sweetness
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.903272311 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.33 |
| Q1 | 10 |
| median | 10 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.530831741 |
|---|---|
| Coefficient of variation (CV) | 0.05360165048 |
| Kurtosis | 157.5282853 |
| Mean | 9.903272311 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -10.75633154 |
| Sum | 12983.19 |
| Variance | 0.2817823372 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 1218 | |
| 9.33 | 61 | 4.7% |
| 8.67 | 12 | 0.9% |
| 8 | 8 | 0.6% |
| 6.67 | 7 | 0.5% |
| 6 | 3 | 0.2% |
| 0 | 1 | 0.1% |
| 1.33 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1.33 | 1 | 0.1% |
| 6 | 3 | 0.2% |
| 6.67 | 7 | |
| 8 | 8 |
| Value | Count | Frequency (%) |
| 10 | 1218 | |
| 9.33 | 61 | 4.7% |
| 8.67 | 12 | 0.9% |
| 8 | 8 | 0.6% |
| 6.67 | 7 | 0.5% |
Cupper.Points
Real number (ℝ≥0)
| Distinct | 42 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.497864226 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.83 |
| Q1 | 7.25 |
| median | 7.5 |
| Q3 | 7.75 |
| 95-th percentile | 8.08 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.4746100206 |
|---|---|
| Coefficient of variation (CV) | 0.06329936183 |
| Kurtosis | 50.15643051 |
| Mean | 7.497864226 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -2.83887447 |
| Sum | 9829.7 |
| Variance | 0.2252546716 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 152 | |
| 7.58 | 136 | |
| 7.33 | 114 | 8.7% |
| 7.67 | 113 | 8.6% |
| 7.42 | 103 | 7.9% |
| 7.25 | 85 | 6.5% |
| 7.75 | 84 | 6.4% |
| 7.83 | 81 | 6.2% |
| 7.17 | 63 | 4.8% |
| 7.92 | 52 | 4.0% |
| Other values (32) | 328 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 5.17 | 1 | |
| 5.25 | 1 | |
| 5.42 | 1 | |
| 6 | 1 |
| Value | Count | Frequency (%) |
| 10 | 4 | |
| 9.25 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 8.83 | 1 | 0.1% |
| 8.75 | 1 | 0.1% |
Total.Cup.Points
Real number (ℝ≥0)
| Distinct | 178 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.11592677 |
|---|---|
| Minimum | 0 |
| Maximum | 90.58 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 77.92 |
| Q1 | 81.17 |
| median | 82.5 |
| Q3 | 83.67 |
| 95-th percentile | 85.5 |
| Maximum | 90.58 |
| Range | 90.58 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 3.515760681 |
|---|---|
| Coefficient of variation (CV) | 0.04281460149 |
| Kurtosis | 229.2566405 |
| Mean | 82.11592677 |
| Median Absolute Deviation (MAD) | 1.25 |
| Skewness | -10.52961736 |
| Sum | 107653.98 |
| Variance | 12.36057317 |
| Monotocity | Decreasing |
| Value | Count | Frequency (%) |
| 83.17 | 38 | 2.9% |
| 83 | 37 | 2.8% |
| 82.42 | 31 | 2.4% |
| 82.33 | 29 | 2.2% |
| 82.75 | 29 | 2.2% |
| 82.67 | 26 | 2.0% |
| 82.92 | 26 | 2.0% |
| 81.83 | 26 | 2.0% |
| 81.67 | 25 | 1.9% |
| 83.25 | 24 | 1.8% |
| Other values (168) | 1020 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 59.83 | 1 | |
| 63.08 | 1 | |
| 67.92 | 1 | |
| 68.33 | 1 |
| Value | Count | Frequency (%) |
| 90.58 | 1 | |
| 89.92 | 1 | |
| 89.75 | 1 | |
| 89 | 1 | |
| 88.83 | 2 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08886346301 |
|---|---|
| Minimum | 0 |
| Maximum | 0.28 |
| Zeros | 252 |
| Zeros (%) | 19.2% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.09 |
| median | 0.11 |
| Q3 | 0.12 |
| 95-th percentile | 0.13 |
| Maximum | 0.28 |
| Range | 0.28 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.0479567757 |
|---|---|
| Coefficient of variation (CV) | 0.539668094 |
| Kurtosis | -0.09626774409 |
| Mean | 0.08886346301 |
| Median Absolute Deviation (MAD) | 0.01 |
| Skewness | -1.010997245 |
| Sum | 116.5 |
| Variance | 0.002299852336 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.11 | 381 | |
| 0.12 | 284 | |
| 0 | 252 | |
| 0.1 | 180 | |
| 0.13 | 75 | 5.7% |
| 0.09 | 26 | 2.0% |
| 0.14 | 23 | 1.8% |
| 0.08 | 16 | 1.2% |
| 0.01 | 15 | 1.1% |
| 0.05 | 8 | 0.6% |
| Other values (13) | 51 | 3.9% |
| Value | Count | Frequency (%) |
| 0 | 252 | |
| 0.01 | 15 | 1.1% |
| 0.02 | 7 | 0.5% |
| 0.03 | 4 | 0.3% |
| 0.04 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 0.28 | 1 | 0.1% |
| 0.22 | 1 | 0.1% |
| 0.21 | 1 | 0.1% |
| 0.2 | 3 | |
| 0.18 | 2 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4263920671 |
|---|---|
| Minimum | 0 |
| Maximum | 31 |
| Zeros | 1111 |
| Zeros (%) | 84.7% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.832415257 |
|---|---|
| Coefficient of variation (CV) | 4.297489092 |
| Kurtosis | 142.6271965 |
| Mean | 0.4263920671 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.24033867 |
| Sum | 559 |
| Variance | 3.357745675 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1111 | |
| 1 | 101 | 7.7% |
| 2 | 38 | 2.9% |
| 3 | 18 | 1.4% |
| 4 | 16 | 1.2% |
| 5 | 9 | 0.7% |
| 10 | 4 | 0.3% |
| 6 | 3 | 0.2% |
| 7 | 3 | 0.2% |
| 31 | 2 | 0.2% |
| Other values (6) | 6 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 1111 | |
| 1 | 101 | 7.7% |
| 2 | 38 | 2.9% |
| 3 | 18 | 1.4% |
| 4 | 16 | 1.2% |
| Value | Count | Frequency (%) |
| 31 | 2 | |
| 23 | 1 | |
| 15 | 1 | |
| 12 | 1 | |
| 11 | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1770992366 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros | 1216 |
| Zeros (%) | 92.8% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8405830206 |
|---|---|
| Coefficient of variation (CV) | 4.746395504 |
| Kurtosis | 57.04544909 |
| Mean | 0.1770992366 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.860056999 |
| Sum | 232 |
| Variance | 0.7065798144 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1216 | |
| 1 | 39 | 3.0% |
| 2 | 30 | 2.3% |
| 3 | 5 | 0.4% |
| 5 | 5 | 0.4% |
| 4 | 5 | 0.4% |
| 6 | 4 | 0.3% |
| 7 | 3 | 0.2% |
| 9 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1216 | |
| 1 | 39 | 3.0% |
| 2 | 30 | 2.3% |
| 3 | 5 | 0.4% |
| 4 | 5 | 0.4% |
| Value | Count | Frequency (%) |
| 11 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 7 | 3 | |
| 6 | 4 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.591914569 |
|---|---|
| Minimum | 0 |
| Maximum | 55 |
| Zeros | 362 |
| Zeros (%) | 27.6% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 13 |
| Maximum | 55 |
| Range | 55 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.350370915 |
|---|---|
| Coefficient of variation (CV) | 1.489559624 |
| Kurtosis | 19.81773785 |
| Mean | 3.591914569 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 3.648565295 |
| Sum | 4709 |
| Variance | 28.62646893 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 362 | |
| 1 | 200 | |
| 2 | 178 | |
| 3 | 133 | 10.1% |
| 4 | 118 | 9.0% |
| 5 | 73 | 5.6% |
| 6 | 42 | 3.2% |
| 7 | 39 | 3.0% |
| 8 | 29 | 2.2% |
| 9 | 22 | 1.7% |
| Other values (28) | 115 | 8.8% |
| Value | Count | Frequency (%) |
| 0 | 362 | |
| 1 | 200 | |
| 2 | 178 | |
| 3 | 133 | 10.1% |
| 4 | 118 | 9.0% |
| Value | Count | Frequency (%) |
| 55 | 1 | |
| 47 | 1 | |
| 45 | 1 | |
| 40 | 1 | |
| 38 | 1 |
| Distinct | 188 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1759.548954 |
|---|---|
| Minimum | 1 |
| Maximum | 190164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 442 |
| Q1 | 1100 |
| median | 1310.64 |
| Q3 | 1600 |
| 95-th percentile | 1850 |
| Maximum | 190164 |
| Range | 190163 |
| Interquartile range (IQR) | 500 |
Descriptive statistics
| Standard deviation | 8767.847252 |
|---|---|
| Coefficient of variation (CV) | 4.983008419 |
| Kurtosis | 414.4721807 |
| Mean | 1759.548954 |
| Median Absolute Deviation (MAD) | 239.36 |
| Skewness | 20.0978744 |
| Sum | 1907351.066 |
| Variance | 76875145.44 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1200 | 80 | 6.1% |
| 1600 | 65 | 5.0% |
| 1400 | 59 | 4.5% |
| 1100 | 55 | 4.2% |
| 1500 | 54 | 4.1% |
| 1300 | 48 | 3.7% |
| 1800 | 41 | 3.1% |
| 1250 | 38 | 2.9% |
| 1700 | 36 | 2.7% |
| 1550 | 31 | 2.4% |
| Other values (178) | 577 | |
| (Missing) | 227 | 17.3% |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 12 | 3 | 0.2% |
| 13 | 2 | 0.2% |
| 50 | 1 | 0.1% |
| 100 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 190164 | 2 | |
| 110000 | 1 | |
| 11000 | 1 | |
| 4287 | 1 | |
| 4001 | 1 |
| Distinct | 188 |
|---|---|
| Distinct (%) | 17.3% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1808.843803 |
|---|---|
| Minimum | 1 |
| Maximum | 190164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 442 |
| Q1 | 1100 |
| median | 1350 |
| Q3 | 1650 |
| 95-th percentile | 1950 |
| Maximum | 190164 |
| Range | 190163 |
| Interquartile range (IQR) | 550 |
Descriptive statistics
| Standard deviation | 8767.187498 |
|---|---|
| Coefficient of variation (CV) | 4.846846081 |
| Kurtosis | 414.1442992 |
| Mean | 1808.843803 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 20.08565748 |
| Sum | 1960786.682 |
| Variance | 76863576.63 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1200 | 65 | 5.0% |
| 1400 | 63 | 4.8% |
| 1100 | 54 | 4.1% |
| 1500 | 51 | 3.9% |
| 1800 | 44 | 3.4% |
| 1300 | 44 | 3.4% |
| 1700 | 42 | 3.2% |
| 1250 | 39 | 3.0% |
| 1600 | 34 | 2.6% |
| 1950 | 33 | 2.5% |
| Other values (178) | 615 | |
| (Missing) | 227 | 17.3% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 12 | 3 | 0.2% |
| 13 | 2 | 0.2% |
| 50 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 190164 | 2 | |
| 110000 | 1 | |
| 11000 | 1 | |
| 5900 | 1 | |
| 4287 | 1 |
| Distinct | 201 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 227 |
| Missing (%) | 17.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1784.196379 |
|---|---|
| Minimum | 1 |
| Maximum | 190164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 10.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 442 |
| Q1 | 1100 |
| median | 1310.64 |
| Q3 | 1600 |
| 95-th percentile | 1880 |
| Maximum | 190164 |
| Range | 190163 |
| Interquartile range (IQR) | 500 |
Descriptive statistics
| Standard deviation | 8767.016913 |
|---|---|
| Coefficient of variation (CV) | 4.913706259 |
| Kurtosis | 414.4034975 |
| Mean | 1784.196379 |
| Median Absolute Deviation (MAD) | 239.36 |
| Skewness | 20.09518078 |
| Sum | 1934068.874 |
| Variance | 76860585.55 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1200 | 66 | 5.0% |
| 1100 | 52 | 4.0% |
| 1400 | 52 | 4.0% |
| 1300 | 50 | 3.8% |
| 1500 | 44 | 3.4% |
| 1250 | 39 | 3.0% |
| 1700 | 36 | 2.7% |
| 1600 | 35 | 2.7% |
| 1550 | 34 | 2.6% |
| 1750 | 34 | 2.6% |
| Other values (191) | 642 | |
| (Missing) | 227 | 17.3% |
| Value | Count | Frequency (%) |
| 1 | 12 | |
| 12 | 3 | 0.2% |
| 13 | 2 | 0.2% |
| 50 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 190164 | 2 | |
| 110000 | 1 | |
| 11000 | 1 | |
| 4287 | 1 | |
| 4001 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Country of Origin | Producer | Number.of.Bags | Processing Method | Aroma | Flavor | Aftertaste | Acidity | Body | Balance | Uniformity | Clean.Cup | Sweetness | Cupper.Points | Total.Cup.Points | Moisture | Category.One.Defects | Quakers | Category.Two.Defects | altitude_low_meters | altitude_high_meters | altitude_mean_meters | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Ethiopia | METAD PLC | 300 | Washed / Wet | 8.67 | 8.83 | 8.67 | 8.75 | 8.50 | 8.42 | 10.00 | 10.0 | 10.00 | 8.75 | 90.58 | 0.12 | 0 | 0.0 | 0 | 1950.0 | 2200.0 | 2075.0 |
| 1 | Ethiopia | METAD PLC | 300 | Washed / Wet | 8.75 | 8.67 | 8.50 | 8.58 | 8.42 | 8.42 | 10.00 | 10.0 | 10.00 | 8.58 | 89.92 | 0.12 | 0 | 0.0 | 1 | 1950.0 | 2200.0 | 2075.0 |
| 2 | Guatemala | NaN | 5 | NaN | 8.42 | 8.50 | 8.42 | 8.42 | 8.33 | 8.42 | 10.00 | 10.0 | 10.00 | 9.25 | 89.75 | 0.00 | 0 | 0.0 | 0 | 1600.0 | 1800.0 | 1700.0 |
| 3 | Ethiopia | Yidnekachew Dabessa Coffee Plantation | 320 | Natural / Dry | 8.17 | 8.58 | 8.42 | 8.42 | 8.50 | 8.25 | 10.00 | 10.0 | 10.00 | 8.67 | 89.00 | 0.11 | 0 | 0.0 | 2 | 1800.0 | 2200.0 | 2000.0 |
| 4 | Ethiopia | METAD PLC | 300 | Washed / Wet | 8.25 | 8.50 | 8.25 | 8.50 | 8.42 | 8.33 | 10.00 | 10.0 | 10.00 | 8.58 | 88.83 | 0.12 | 0 | 0.0 | 2 | 1950.0 | 2200.0 | 2075.0 |
| 5 | Brazil | NaN | 100 | Natural / Dry | 8.58 | 8.42 | 8.42 | 8.50 | 8.25 | 8.33 | 10.00 | 10.0 | 10.00 | 8.33 | 88.83 | 0.11 | 0 | 0.0 | 1 | NaN | NaN | NaN |
| 6 | Peru | HVC | 100 | Washed / Wet | 8.42 | 8.50 | 8.33 | 8.50 | 8.25 | 8.25 | 10.00 | 10.0 | 10.00 | 8.50 | 88.75 | 0.11 | 0 | 0.0 | 0 | NaN | NaN | NaN |
| 7 | Ethiopia | Bazen Agricultural & Industrial Dev't Plc | 300 | NaN | 8.25 | 8.33 | 8.50 | 8.42 | 8.33 | 8.50 | 10.00 | 10.0 | 9.33 | 9.00 | 88.67 | 0.03 | 0 | 0.0 | 0 | 1570.0 | 1700.0 | 1635.0 |
| 8 | Ethiopia | Bazen Agricultural & Industrial Dev't Plc | 300 | NaN | 8.67 | 8.67 | 8.58 | 8.42 | 8.33 | 8.42 | 9.33 | 10.0 | 9.33 | 8.67 | 88.42 | 0.03 | 0 | 0.0 | 0 | 1570.0 | 1700.0 | 1635.0 |
| 9 | Ethiopia | Diamond Enterprise Plc | 50 | Natural / Dry | 8.08 | 8.58 | 8.50 | 8.50 | 7.67 | 8.42 | 10.00 | 10.0 | 10.00 | 8.50 | 88.25 | 0.10 | 0 | 0.0 | 4 | 1795.0 | 1850.0 | 1822.5 |
Last rows
| Country of Origin | Producer | Number.of.Bags | Processing Method | Aroma | Flavor | Aftertaste | Acidity | Body | Balance | Uniformity | Clean.Cup | Sweetness | Cupper.Points | Total.Cup.Points | Moisture | Category.One.Defects | Quakers | Category.Two.Defects | altitude_low_meters | altitude_high_meters | altitude_mean_meters | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1301 | Mexico | various small producers | 280 | Washed / Wet | 6.92 | 7.00 | 6.83 | 6.92 | 7.42 | 6.92 | 6.00 | 6.00 | 10.00 | 6.75 | 70.75 | 0.12 | 0 | 0.0 | 1 | 1000.00 | 1000.00 | 1000.00 |
| 1302 | Brazil | NaN | 305 | Natural / Dry | 7.00 | 7.00 | 6.83 | 7.00 | 7.33 | 6.83 | 6.00 | 6.00 | 10.00 | 6.67 | 70.67 | 0.11 | 0 | 1.0 | 55 | NaN | NaN | NaN |
| 1303 | Honduras | Omar Acosta | 275 | Washed / Wet | 6.67 | 6.50 | 6.17 | 6.67 | 6.83 | 6.17 | 8.00 | 8.00 | 8.00 | 6.33 | 69.33 | 0.10 | 0 | 0.0 | 4 | 1450.00 | 1450.00 | 1450.00 |
| 1304 | Honduras | Omar Acosta | 275 | Washed / Wet | 7.00 | 6.17 | 6.17 | 6.67 | 6.50 | 6.17 | 8.00 | 8.00 | 8.00 | 6.50 | 69.17 | 0.10 | 0 | 0.0 | 3 | 1450.00 | 1450.00 | 1450.00 |
| 1305 | Honduras | Omar Acosta | 275 | Washed / Wet | 7.00 | 6.33 | 6.17 | 6.50 | 6.67 | 6.17 | 8.00 | 8.00 | 8.00 | 6.33 | 69.17 | 0.10 | 0 | 0.0 | 4 | 1450.00 | 1450.00 | 1450.00 |
| 1306 | Mexico | JUAN CARLOS GARCÍA LOPEZ | 12 | Washed / Wet | 7.08 | 6.83 | 6.25 | 7.42 | 7.25 | 6.75 | 10.00 | 0.00 | 10.00 | 6.75 | 68.33 | 0.11 | 0 | 0.0 | 20 | 900.00 | 900.00 | 900.00 |
| 1307 | Haiti | COEB Koperativ Ekselsyo Basen | 1 | Natural / Dry | 6.75 | 6.58 | 6.42 | 6.67 | 7.08 | 6.67 | 9.33 | 6.00 | 6.00 | 6.42 | 67.92 | 0.14 | 8 | 0.0 | 16 | 350.00 | 350.00 | 350.00 |
| 1308 | Nicaragua | Teófilo Narváez | 550 | Other | 7.25 | 6.58 | 6.33 | 6.25 | 6.42 | 6.08 | 6.00 | 6.00 | 6.00 | 6.17 | 63.08 | 0.13 | 1 | 0.0 | 5 | 1100.00 | 1100.00 | 1100.00 |
| 1309 | Guatemala | WILLIAM ESTUARDO MARTINEZ PACHECO | 275 | Washed / Wet | 7.50 | 6.67 | 6.67 | 7.67 | 7.33 | 6.67 | 8.00 | 1.33 | 1.33 | 6.67 | 59.83 | 0.10 | 0 | 0.0 | 4 | 1417.32 | 1417.32 | 1417.32 |
| 1310 | Honduras | Reinerio Zepeda | 275 | NaN | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.12 | 0 | 0.0 | 2 | 1400.00 | 1400.00 | 1400.00 |